8 Luzmo Alternatives for Embedded Analytics (2026)
8 Luzmo alternatives for embedded analytics in SaaS: AI conversation metering, editor roles, in-page vs iframe embeds, and tenant-based pricing compared.
For a React SaaS product on Postgres with many tenants, QueryPanel is the strongest of the Luzmo alternatives because it renders a Notion-like dashboard workspace with an AI assistant inside your React tree and prices by tenant, so customer adoption of AI doesn't turn into a metered conversation bill. The other seven worth a look in 2026 are Embeddable, DataBrain, Metabase, GoodData, Cube, Qrvey, and Omni (the home of Explo customers).
Published October 19, 2026. Luzmo facts come from its public pricing page, developer docs, and October 2026 release notes, as indexed on that date. Competitor details come from each vendor's own docs and pricing pages, checked the same day or, where noted, in our earlier dated posts. Prices change; check the linked pages before you budget.
Short answer: Luzmo is a capable embedded analytics suite with a good chart library, an embedded editor, and Luzmo IQ for AI answers. Teams look for Luzmo alternatives when the platform fee plus metered AI conversations gets hard to forecast, when customers need to edit dashboards without an iframe, or when they want the analytics UI to be part of their own React code. Pick QueryPanel for a headful React workspace with an AI assistant and tenant-based pricing, plus a headless Node SDK when credentials and query results must stay on your servers. Pick Embeddable if your developers want to own chart components in code at a flat fee. Pick DataBrain for a managed suite with published flat prices. Pick Metabase if internal BI and simple customer embeds share one tool. Pick GoodData or Cube when a semantic layer should own metrics. Pick Qrvey for self-hosted, flat-rate tenant self-service. Pick Omni if you are an Explo customer finishing a migration.
For the direct two-vendor decision, see QueryPanel vs Luzmo. If you're already down to two packaged suites, read Embeddable vs Luzmo or the three-way Luzmo vs Explo vs Toucan.
Key takeaways
- Luzmo's public price is a platform fee plus usage. Its pricing page lists one plan from €1,995 / $2,495 per month billed annually, including 500 AI conversations and 100 million Warp rows. Beyond that you pay a contract rate, and some contracts scale on monthly active users instead.
- AI adoption is the variable to model. Every governed question an end user asks Luzmo IQ is an AI conversation. If AI is the feature you're selling, your cost grows with exactly the behavior you want.
- Luzmo no longer embeds dashboards in an iframe by default. Its October 2026 release renders view mode as web components in your page. The dashboard editor still renders inside an iframe.
- Customer editing is role-gated. Only embed tokens with the
designerorownerrole can open the editor, and dashboard-level filters can be removed by users withuseaccess. Put tenant filters on the dataset. - The alternatives split by pricing shape: per tenant or workspace (QueryPanel, GoodData), flat (Embeddable, DataBrain, Qrvey), per seat (Metabase), compute (Cube embeds), and quote-only (Omni).
Luzmo alternatives at a glance
| Alternative | Embed model | Tenant isolation | AI inside the embed | Pricing shape | Tenants edit dashboards? |
|---|---|---|---|---|---|
| QueryPanel | Headful React SDK; headless Node SDK | Server-minted RS256 tenant JWT; tenant filter applied in SQL generation and checked before execution | NL to SQL and charts; AI assistant edits dashboards | Counts unique tenants per month; AI chart generation metered separately | Yes, AI-assisted, with per-tenant forks |
| Luzmo (baseline) | Web components in page (view); iframe (editor) | Dataset parameter overrides or per-tenant connection overrides in the embed token | Luzmo IQ chat, Answer component, Agents, MCP | From €1,995 / $2,495 per month plus AI and Warp usage | Yes, designer or owner role |
| Embeddable | Web component in your DOM | Security context in a server token; RLS options; per-customer databases | AI chat (labeled prototype in September 2026) | Flat, unlimited end users, quoted by sales | Yes (Custom Canvas) |
| DataBrain | Web components; iframe "not recommended" | Guest token plus per-table SQL policy | AI Chat Mode | Growth $999/mo, Pro $1,995/mo, unlimited tenants | Yes |
| Metabase | React SDK components (Pro/Enterprise) | JWT SSO plus row/column security, impersonation, or DB routing | Metabot builds questions, not dashboards | Pro $575/mo with 10 users, +$12/user | Limited (query builder) |
| GoodData | iframe, web components, or React SDK | Workspace per tenant | Embedded AI; MCP server on Enterprise | Platform fee plus per workspace; Enterprise custom | Yes |
| Cube | iframe, React SDK (preview), or APIs | Signed sessions with a security context | Analytics Chat on the semantic layer | Embedding on Premium/Enterprise; embeds priced on compute | Enterprise only |
| Qrvey | Web component widgets | Encrypted token with record and column security | Bring-your-own-LLM assistant | Flat rate, unlimited tenants, custom quote | Yes |
| Omni | Signed SSO URL in an iframe | userAttributes feeding model access filters | Omni AI | Not public | Limited |
Use the table to cut the list to two or three, then run the same test plan on each (see below).
Where SaaS teams hit Luzmo's limits
None of these is a defect. They are the trade-offs of a managed suite, and they show up at specific moments: the first renewal, the AI launch, and the first customer who asks to edit a dashboard.
The pricing shape: platform fee, AI conversations, and Warp rows
Luzmo's pricing page, as indexed October 2026, lists a single public plan from €1,995 / $2,495 per month billed annually. The license includes 500 AI conversations and 100 million Warp rows (Warp is Luzmo's data-capacity layer). Luzmo defines an AI conversation as a governed interaction between an end user and Luzmo AI in your product. Usage above the allowance is billed at the unit rate fixed in your contract. The same page notes that some contracts scale on monthly active users instead, agreed at signature.
Earlier this year the public tiers looked different: our May 2026 check found a €495 Starter and a €1,995 Premium plan. If an internal spreadsheet still says "Luzmo starts at €495," it's out of date.
Here's why the metering matters. Say you have 50 tenants and each one asks the AI 20 questions a month. That's 1,000 conversations, so 500 land above the allowance at whatever rate you negotiated. Double tenant adoption and the overage triples. Nothing about that is hidden. The point is that your AI bill follows end-user behavior, which product teams can't forecast well during a launch.
QueryPanel prices differently: plans count unique tenants per billing month, not end-user seats or conversations. AI chart generation is metered separately, and a free tier exists. See pricing.
The embed model: in-page for viewing, iframe for editing
Luzmo's October 2026 release changed the default: the latest major versions of its embed libraries render dashboards in your page as web components, with embedMode: "iframe" as an opt-out. Luzmo reports about 22% faster median render for view-only embeds in its own benchmarks. Two caveats from the same release:
- The browser needs
wss://access to the Luzmo API host. Check your Content Security Policy and any corporate proxies your customers sit behind. - Web components cover view mode only. Per the component reference, when
editModeis anything other thanview, the embedded editor renders inside an iframe.
So the iframe question isn't settled for Luzmo, it has moved. If your product promise is "customers build their own dashboards," that experience still lives in an iframe, with its own focus handling, scroll behavior, and theming boundary. Our iframe vs native React post covers what that costs in practice.
Editor roles and where the tenant filter lives
To open the editor, your backend requests an embed authorization token with role designer or owner. The default role is viewer. Dashboard access rights (use, modify, own) then decide whether a user can duplicate, create variants, or change the original.
Luzmo's multi-tenant guide supports two isolation patterns: a shared dataset with a parameter filter overridden per user (parameter_overrides), or per-tenant databases via connection overrides (account_overrides). One detail is easy to miss: the guide says to define the tenant filter on the dataset, not the dashboard, because a dashboard-level filter can be removed by embed users with use access or higher. Teams that prototype with a dashboard filter and then hand out designer tokens can open a cross-tenant hole without changing a line of code. Audit this before you turn on editing.
Luzmo IQ is broad, and it's still Luzmo's AI
Luzmo IQ has grown fast. The developer docs describe an IQ Chat component in full-page or floating-widget mode, plus an Answer component that renders text or a chart from a fixed prompt. The June 2026 release consolidated agent capabilities behind an /AIPrompt endpoint. The October 2026 release grew Luzmo's hosted MCP server from 6 tools to 18 and added Agents with chosen capabilities (analyze data, create charts, create dashboards). Tokens can narrow an agent's datasets, never widen them.
That's a strong feature set. The trade-off is ownership: the model, prompts, and query layer run in Luzmo's platform against Luzmo datasets, and each end-user exchange counts against your conversation allowance. If you want to train the AI on your own gold SQL and glossary, or keep generated SQL running inside your own infrastructure, you need a different architecture.
When Luzmo is still the right choice
Switching has a cost, and Luzmo does several things well. Stay when:
- You want a packaged suite with a large chart library, a hosted dashboard builder, and AI, and you don't want to own analytics UI code.
- Your stack isn't React-only. Luzmo ships React, Vue, Angular, and web component packages, which matters if your app is Angular or you have several frontends.
- Your customers mostly view dashboards, and the new in-page render covers that path well.
- AI usage is modest or well forecast, so 500 included conversations plus a negotiated overage rate is predictable.
- Your data team already models datasets in Luzmo and the tenant filters sit on datasets, not dashboards.
A newer AI demo elsewhere isn't a reason to migrate. One of the limits above blocking a product requirement is.
1. QueryPanel: best for React + Postgres SaaS with AI-assisted tenant dashboards
Choose QueryPanel when: customers should ask questions and reshape their own dashboards with an AI assistant inside your React app, and you want pricing that follows tenants, not seats or conversations.
QueryPanel's primary product is its headful React SDK with a Notion-like dashboard management system and AI assistant for tenant customization. QueryPanel also offers a headless Node SDK for custom UI implementations with zero-trust architecture, where customer data never leaves customer servers.
The two paths share one tenant model:
- Headful. Render
QuerypanelEmbeddedfrom@querypanel/react-sdkwith a JWT your backend mints usingcreateJwt()(RS256). It renders in your React tree, not an iframe, including the editing experience. Customers ask questions in plain language, get SQL-backed charts, and adjust dashboards with the assistant. Tenant-specific changes live in dashboard forks, so one customer's edits don't touch another's. Start with the React SDK docs or the React embed guide. - Headless. Call
ask()from@querypanel/node-sdkin your API route, with the tenant ID taken from your auth. QueryPanel returns SQL and a chart spec, your callback runs the query with your own driver, and you render the UI. Credentials and rows stay on your servers. See ask().
Tenant identity always comes from your server. You declare the tenant column when you attach the database, the tenant filter is part of SQL generation, and generated SQL is checked for it before it runs (tenant isolation). Accuracy on your schema improves through a trainable knowledge base: gold SQL queries, database annotations, a glossary, and tenant-level definitions. QueryPanel works with Postgres, ClickHouse, and BigQuery.
Watch for: QueryPanel isn't a full enterprise BI suite or a semantic-layer product, and it's a smaller vendor than Luzmo. The headful SDK is React-only. It doesn't focus on pixel-perfect reports or scheduled PDFs. Measure NL-to-SQL accuracy on your own schema, not a demo dataset.
Best proof: attach one real Postgres schema, create two tenants with uneven data, and ask the same five questions as each. Read the generated SQL, then try to edit a shared dashboard as tenant A and confirm tenant B doesn't see the change. Our Postgres and React embedded analytics guide has a fuller checklist.
2. Embeddable: best for code-owned components at a flat fee
Choose Embeddable when: your developers want to write chart components in code and ship a native-feeling embed without usage metering.
Embeddable embeds dashboards as a web component authorized by a short-lived server token. Tenant scope comes from a security context with row-level security options, and environments can map customers to separate databases. Custom Canvas lets end users build dashboards from datasets and chart templates you define. Embeddable describes its pricing as a fixed subscription with unlimited end users, quoted by sales.
Watch for: when we checked in September 2026, the AI chatbot was labeled a prototype. If AI is your headline feature, test what ships today. More options in Embeddable alternatives.
3. DataBrain: best managed-suite swap with published prices
Choose DataBrain when: you like the managed-suite model Luzmo gives you, but want flat, published pricing with no AI conversation allowance to track.
DataBrain is the closest like-for-like swap: a hosted builder, a semantic layer, white-label dashboards, and AI chat. It embeds with web components and calls iframe embedding "not recommended" (embedding tutorial). Its pricing page, as indexed October 2026, lists Growth at $999 per month and Pro at $1,995 per month, with unlimited seats and unlimited tenants. Growth includes one data source; Pro adds unlimited data sources, SSO, and roles.
Watch for: tenant scoping relies on a per-table SQL policy, which fits a clean client_id schema better than a messy one. Our DataBrain alternatives post compares it head to head with Luzmo.
4. Metabase: best when internal BI and simple customer embeds share one tool
Choose Metabase when: your analysts already live in Metabase and customers mostly need view-only dashboards.
Metabase's modular embedding SDK renders React components, not an iframe, but needs Pro or Enterprise. Per its pricing page, Pro is $575 per month with 10 users and $12 per extra user, and users of SSO embeds count as users. Guest embeds don't need accounts but are view-only. Enterprise starts at $20,000 a year and can be priced per tenant or flat for embedding.
Watch for: per-seat math. 50 tenants with 20 users each is about $12,455 per month on Pro list pricing. As of our September 2026 check, Metabot builds questions but doesn't create or edit dashboards. Details in Metabase alternatives.
5. GoodData: best when each tenant should be its own workspace
Choose GoodData when: you want a mature semantic platform with React components and a workspace-per-customer model.
GoodData embeds via iframe, web components, or a React SDK, and its embedded analytics runs on a workspace-per-tenant model. Its pricing page lists a Professional plan priced as a platform fee plus the number of workspaces, with unlimited users and data, and a custom-priced Enterprise plan that adds bring-your-own-LLM and an MCP server. Embedded AI is listed on both plans.
Watch for: semantic modeling is the price of entry. That pays off when many products share metrics and slows you down when you need one customer-facing feature this quarter. See GoodData alternatives or QueryPanel vs GoodData.
6. Cube: best when the semantic layer comes first
Choose Cube when: engineering wants governed metrics, caching, and APIs as infrastructure and is willing to own more of the UI.
Cube offers three embed paths: iframes, a React Embed SDK in public preview, and headless APIs. SDK and iframe embedding are available on Premium and Enterprise plans. Sessions are signed server-side and expire after about 23 hours. Analytics Chat queries through Cube's semantic layer. Cube has said its embedded offering is priced on compute while seat pricing applies to users with direct Cube access; confirm the current terms on cube.dev/pricing.
Watch for: you are adopting a modeling layer, not just an embed. More in Cube alternatives.
7. Qrvey: best for self-hosted, flat-rate tenant self-service
Choose Qrvey when: you want analytics deployed in your own cloud, with heavy tenant self-service and one flat price.
Qrvey's pricing page describes flat-rate pricing with unlimited users, dashboards, and tenants across two editions, Pro and Ultra, priced by custom quote. It runs containerized in your AWS or Azure account. Embedding uses web component widgets, with record and column security carried in an encrypted token.
Watch for: self-hosting means you own upgrades and scaling. Budget platform engineering time, not just the license.
8. Omni: best if you are an Explo customer finishing a migration
Choose Omni when: you're on Explo today, or your data team wants a warehouse-native BI tool that also embeds.
Omni acquired Explo on October 22, 2025, and its transition page describes roughly 12 months of continued Explo access before the platform is sunset, with migration guides and 1:1 support. That window ends around now, so Explo customers are choosing between Omni and a fresh evaluation. Omni embeds through a signed SSO URL loaded in an iframe; the @omni-co/embed package's embedSsoDashboard builds that URL with userAttributes for tenant scoping (embed docs). Pricing isn't public.
Watch for: the iframe boundary and a BI-first product shape. See Explo alternatives after the Omni acquisition.
How to test a Luzmo replacement in two weeks
Run the same plan on every finalist, with your schema and two real-shaped tenants. Most teams can finish this in two sprints.
- Price your AI, not just your platform. Count last quarter's dashboard views and estimate AI questions per tenant per month. Model 1x, 2x, and 5x. Ask each vendor what the billable unit is: conversation, seat, MAU, tenant, workspace, or flat.
- Tenant identity comes from your server. The tenant must come from a token your backend signs. Never trust a filter the browser can change.
- Edit mode fails closed. Give a tenant user full editing rights, then try to remove the tenant filter. With Luzmo this means checking dataset-level filters; with others, check where the filter lives.
- AI stays in scope. Ask "show all orders" as tenant A. The SQL and the result must include only tenant A's rows, in dashboards, exports, and AI answers.
- Your frontend. Mount two analytics views on one route, check your CSP (
wss://for Luzmo's in-page mode), theme tokens, and router behavior. - Migration count. List the Luzmo dashboards customers actually open. Most teams rebuild the top 10 and retire the rest. Run old and new side by side for one release before you cut over.
For a security-focused checklist, see BI tools with row-level security for SaaS.
FAQ
What are the best Luzmo alternatives for embedded analytics?
QueryPanel for AI-assisted tenant dashboards in a React app with tenant-based pricing; Embeddable for code-owned components at a flat fee; DataBrain for a managed suite with published flat prices; Metabase when internal BI and simple embeds share one tool; GoodData or Cube when a semantic layer owns metrics; Qrvey for self-hosted flat-rate self-service; Omni for Explo customers migrating.
How much does Luzmo cost in 2026?
As indexed on Luzmo's pricing page in October 2026, the public plan starts at €1,995 / $2,495 per month billed annually and includes 500 AI conversations and 100 million Warp rows. Extra usage is billed at a contract rate, and some contracts scale on monthly active users.
Is Luzmo an iframe embed?
Not by default for viewing anymore. Luzmo's October 2026 release renders dashboards as web components in your page, with an embedMode: "iframe" opt-out. The embedded dashboard editor still renders inside an iframe.
Is there a Luzmo React SDK alternative that doesn't use an iframe for editing?
Yes. QueryPanel's @querypanel/react-sdk renders both viewing and AI-assisted dashboard editing in your React tree. Embeddable and DataBrain use web components, and Metabase's SDK renders React components, though its customer editing is limited to the query builder.
Which Luzmo alternative avoids per-conversation AI pricing?
DataBrain, Embeddable, and Qrvey sell flat plans. QueryPanel counts unique tenants per month and meters AI chart generation separately, so cost follows tenant count, not how many questions each user asks. Check each vendor's AI usage terms in your contract.
Which Luzmo alternative keeps our data on our servers?
QueryPanel's headless Node SDK: QueryPanel generates the SQL, your backend runs it with your own driver, and credentials and rows never reach QueryPanel. Qrvey also runs in your own cloud, but you then operate the analytics platform.
What is the difference between Luzmo vs QueryPanel?
Luzmo is a managed suite with a hosted builder, many framework packages, and Luzmo IQ, priced as a platform fee plus AI and data usage. QueryPanel is a React-first SDK with a Notion-like workspace and AI assistant in your app, NL-to-SQL trained on your schema, and tenant-based pricing. See QueryPanel vs Luzmo.
If your product runs on React and Postgres and you want customers to build their own AI-assisted dashboards without a conversation meter, create a free QueryPanel account and wire up one tenant with the React SDK docs. Still comparing the field? Browse the embedded analytics tools shortlist.